{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0d139768-f588-47fa-9a27-ca8fa058a4e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'divide': 'warn', 'over': 'warn', 'under': 'ignore', 'invalid': 'warn'}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "from sklearn.model_selection import train_test_split#用于数据集划分\n",
    "from sklearn.linear_model import LinearRegression#线性回归模型模块\n",
    "from sklearn.metrics import mean_squared_error, r2_score#性能度量指标计算模块\n",
    "from sklearn.preprocessing import StandardScaler#数据标准化模块\n",
    "from sklearn.tree import DecisionTreeRegressor,plot_tree\n",
    "from sklearn.ensemble import RandomForestClassifier,RandomForestRegressor\n",
    "np.seterr(divide='ignore',invalid='ignore')#屏蔽不必要的警告信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00e45392-ca86-4fbe-bf39-e80b8a0b1c57",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "首日交易股数(股)          1\n",
      "发行价格(元)            0\n",
      "每股面值(元)            3\n",
      "总发行规模(股)           6\n",
      "公开招股数量(股)         19\n",
      "招股价格(元)         2853\n",
      "发行前每股净资产(元)      132\n",
      "发行前每股收益(元)       329\n",
      "实际发行总量(股)          5\n",
      "每股发行费用(元)        201\n",
      "公司招股时注册资本(元)      22\n",
      "dtype: int64\n",
      "(4855, 9)\n",
      "Index(['首日交易股数(股)', '发行价格(元)', '每股面值(元)', '总发行规模(股)', '公开招股数量(股)',\n",
      "       '发行前每股净资产(元)', '实际发行总量(股)', '每股发行费用(元)', '公司招股时注册资本(元)'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "#读入数据\n",
    "data = pd.read_excel('IPO数据.xlsx')\n",
    "data.head()#预览数据前5行\n",
    "# 查看各列缺失值情况\n",
    "missing_values = data.isnull().sum()\n",
    "print(missing_values)\n",
    "#缺失值处理\n",
    "data_cleaned = data.dropna(thresh=len(data)-300, axis=1)\n",
    "data_cleaned = data_cleaned.dropna()\n",
    "print(data_cleaned.shape)#查看数据维度\n",
    "print(data_cleaned.columns)#查看变量名\n",
    "# 将数据分为特征和标签\n",
    "X = data_cleaned.drop(columns=['首日交易股数(股)'])\n",
    "y = data_cleaned['首日交易股数(股)']\n",
    "#数据标准化\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "#数据集划分\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=1234)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "80844591-a4f1-4300-8e60-b691e60920c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeRegressor(max_depth=5, random_state=44)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;DecisionTreeRegressor<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.tree.DecisionTreeRegressor.html\">?<span>Documentation for DecisionTreeRegressor</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeRegressor(max_depth=5, random_state=44)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "DecisionTreeRegressor(max_depth=5, random_state=44)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtr = DecisionTreeRegressor(max_depth = 5,random_state=44)\n",
    "dtr.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ed599e00-2564-46dd-92df-aab4f675af38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plot_tree(dtr, filled=True, rounded=True, \n",
    "        class_names=y.unique().astype(str).tolist(), \n",
    "        feature_names=X.columns.tolist(),fontsize=9,precision=3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1f4ed46e-4198-48d8-aaab-6735c9cfb4ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集MSE: 945776652463261.625\n",
      "测试集MSE: 5444413493789369.000\n",
      "训练集R方: 0.959\n",
      "测试集R方: 0.782\n"
     ]
    }
   ],
   "source": [
    "#决策树预测\n",
    "pred_train_dtr = dtr.predict(X_train)\n",
    "pred_test_dtr = dtr.predict(X_test)\n",
    "#决策树性能度量\n",
    "mse_train_dtr = mean_squared_error(y_train, pred_train_dtr)\n",
    "r2_train_dtr = r2_score(y_train, pred_train_dtr)\n",
    "mse_test_dtr = mean_squared_error(y_test, pred_test_dtr)\n",
    "r2_test_dtr = r2_score(y_test, pred_test_dtr)\n",
    "# 存储结果到列表并打印\n",
    "results = [mse_train_dtr, mse_test_dtr, r2_train_dtr, r2_test_dtr]\n",
    "labels = ['训练集MSE', '测试集MSE', '训练集R方', '测试集R方']\n",
    "formatted_results = ['{}: {:.3f}'.format(label, result) \n",
    "                     for label, result in zip(labels, results)]\n",
    "for result in formatted_results:\n",
    "    print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "013bf4b7-7ede-4ade-9ae9-a71405236609",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 获取变量重要性度量\n",
    "importances = dtr.feature_importances_\n",
    "sorted_indices = importances.argsort()[::-1]\n",
    "sorted_columns = X.columns[sorted_indices]\n",
    "sorted_imp = importances[sorted_indices]\n",
    "# 绘制条形图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.barh(sorted_columns, sorted_imp, color='skyblue')\n",
    "plt.xlabel('变量重要性度量')\n",
    "plt.grid(axis='x')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3bc154d2-3a7a-44f2-8dfc-f93da6e39f6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OOB的R方为: 0.7593594076824233\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#随机森林模型的构建：无须划分数据集\n",
    "rfr = RandomForestRegressor(max_depth = 2,random_state=44,oob_score=True)\n",
    "rfr.fit(X_scaled, y) \n",
    "#OOB的R方的计算\n",
    "oob_R2 = rfr.oob_score_\n",
    "print('OOB的R方为:', oob_R2)\n",
    "# 获取变量重要性度量\n",
    "imp_rfr = rfr.feature_importances_\n",
    "sorted_indices = imp_rfr.argsort()[::-1]\n",
    "sorted_columns = X.columns[sorted_indices]\n",
    "sorted_imp = imp_rfr[sorted_indices]\n",
    "# 绘制条形图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.barh(sorted_columns, sorted_imp, color='skyblue')\n",
    "plt.xlabel('变量重要性度量')\n",
    "plt.grid(axis='x')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e31b5bda-2dc0-435e-9cc9-1b800346a7a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集MSE: 3364508538250703.000\n",
      "测试集MSE: 5317739045359276.000\n",
      "训练集R方: 0.853\n",
      "测试集R方: 0.788\n"
     ]
    }
   ],
   "source": [
    "#随机森林模型：基于划分后的数据集\n",
    "rf = RandomForestRegressor(max_depth=2,random_state=44,n_estimators = 100)\n",
    "rf.fit(X_train, y_train)\n",
    "#随机森林预测\n",
    "pred_train_rf = rf.predict(X_train)\n",
    "pred_test_rf = rf.predict(X_test)\n",
    "#随机森林性能度量\n",
    "mse_train_rf = mean_squared_error(y_train, pred_train_rf)\n",
    "r2_train_rf = r2_score(y_train, pred_train_rf)\n",
    "mse_test_rf = mean_squared_error(y_test, pred_test_rf)\n",
    "r2_test_rf = r2_score(y_test, pred_test_rf)\n",
    "# 存储结果到列表并打印\n",
    "results = [mse_train_rf, mse_test_rf, r2_train_rf, r2_test_rf]\n",
    "labels = ['训练集MSE', '测试集MSE', '训练集R方', '测试集R方']\n",
    "formatted_results = ['{}: {:.3f}'.format(label, result) \n",
    "                     for label, result in zip(labels, results)]\n",
    "for result in formatted_results:\n",
    "    print(result)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
